Eau Claire, which is French for "clear water," most probably was named for a spring located about where Johnson Avenue and Main Street intersect today. Eau Claire was incorporated as a town in 1899 and was later annexed to the city of Columbia.
Source: Claude Henry Neuffer, Names in South Carolina.